{"id":"W4391446023","doi":"10.21810/jicw.v6i3.6403","title":"POPULATION-CENTRIC WARFARE","year":2024,"lang":"en","type":"article","venue":"The Journal of Intelligence Conflict and Warfare","topic":"Health and Conflict Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer security; Geography; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003684023,0.0006571236,0.0002656372,0.0009689933,0.002664105,0.003714149,0.0009307673,0.002226413,0.05182973],"category_scores_gemma":[0.003607344,0.0002502798,0.0003603594,0.0005607773,0.00167584,0.001547589,0.004254084,0.00381693,0.009321189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004690501,"about_ca_system_score_gemma":0.00716206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0057466,"about_ca_topic_score_gemma":0.01736952,"domain_scores_codex":[0.9971662,0.0008649279,0.00006803039,0.0003053843,0.0009263509,0.0006691161],"domain_scores_gemma":[0.9978366,0.0002509506,0.0001170797,0.00009273102,0.0006569305,0.001045678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007573733,0.0001259522,0.002063178,0.0003456808,0.00002635298,0.0001767679,0.002047329,0.0003746755,0.0009055278,0.06745263,0.782874,0.1435322],"study_design_scores_gemma":[0.000008449215,0.00007047049,0.001210299,0.0001195434,0.000003370791,0.000121451,0.0006275416,0.00006394518,0.0002720412,0.002581932,0.9949143,0.000006655689],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00986792,0.02059784,0.007397101,0.13346,0.02818169,0.000257328,0.0003495188,0.0001832316,0.7997054],"genre_scores_gemma":[0.1407099,0.01211255,0.003294539,0.06277113,0.006169282,0.0002425003,0.0004295301,0.0001087731,0.7741618],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05182973,"threshold_uncertainty_score":0.1733877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09623487581421966,"score_gpt":0.4317254478032059,"score_spread":0.3354905719889862,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}